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wtf is searchcraft?

rajtilakjee/searchcraft — explained in plain English

Analysis updated 2026-05-18

4PythonAudience · developerComplexity · 2/5LicenseSetup · easy

TL;DR

A from-scratch Python search engine built as a learning project, with basic keyword search and an inverted index.

Mindmap

mindmap
  root((searchcraft))
    What it does
      Loads documents
      Tokenizes text
      Builds inverted index
      Runs keyword search
    Tech stack
      Python
      CLI
    Use cases
      Learn how search engines work
      Study inverted index design
      Experiment with ranking later
    Audience
      Python learners
      Search engine enthusiasts
    Roadmap
      Ranking with TF-IDF or BM25
      Fuzzy search
      Web interface

Code map

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filefunction / class

Why would anyone build with this?

REASON 1

Learn how a search engine's tokenizer and inverted index work by reading real code.

REASON 2

Build a small keyword search tool over a local set of documents.

REASON 3

Follow along as ranking, fuzzy search, and a web interface get added over time.

What's in the stack?

PythonCLI

How it stacks up

rajtilakjee/searchcraft1038lab/agnes-ai3eyedtiger/video2vrcemote
Stars444
LanguagePythonPythonPython
Setup difficultyeasyeasyeasy
Complexity2/52/51/5
Audiencedevelopervibe codervibe coder

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · easy Time to first run · 5min

Simple pip install, no external services required.

GPL-3.0: you can use and modify it, but any project built on top of it must also share its source code.

Wtf does this do

SearchCraft is a search engine written in Python from scratch, built as a learning project rather than a production tool. The author's stated goal is to understand how search engines actually work internally by writing the core pieces themselves instead of using an existing search library that would hide those details. The project is explicitly a work in progress, released in small pieces as each part of the search pipeline gets built. The current version includes the basics needed for a simple search tool: it can load documents, break their text into individual words through a process called tokenization, build what is called an inverted index, which is a data structure that maps each word to the documents it appears in, and run basic keyword searches. It also comes with a command line interface, so you can build the index and run searches directly from a terminal. To use it, you install the package with pip, then run a command to build the search index over your documents, followed by a search command with the words you are looking for. Right now the search is limited to straightforward keyword matching. Looking ahead, the roadmap lists several features not yet built, including posting lists, which are a more efficient way of storing where words appear, search result snippets, the ability to search for exact phrases, ranking methods such as TF-IDF or BM25 that would sort results by relevance rather than just matching keywords, fuzzy search for handling typos, and eventually a web interface so it does not need to be run from the command line. This project is best suited for someone who wants to learn how search engines work by reading and following along with a real implementation, not someone looking for a ready made search tool for their own application. It is released under the GPL 3.0 license, a copyleft license requiring that projects built on top of it also share their source code.

Yoink these prompts

Prompt 1
Explain how the inverted index in SearchCraft maps words to documents.
Prompt 2
Help me install SearchCraft and run a basic keyword search.
Prompt 3
Walk me through what tokenization does in this search engine's pipeline.
Prompt 4
What would I need to add to SearchCraft to support TF-IDF ranking?

Frequently asked questions

wtf is searchcraft?

A from-scratch Python search engine built as a learning project, with basic keyword search and an inverted index.

What language is searchcraft written in?

Mainly Python. The stack also includes Python, CLI.

What license does searchcraft use?

GPL-3.0: you can use and modify it, but any project built on top of it must also share its source code.

How hard is searchcraft to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is searchcraft for?

Mainly developer.

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